DEep COgnition Learning for LAnguage GEneration

Informations projet

DECOLLAGE

N° de convention de subvention: 101088763

DOI

10.3030/101088763

Date de signature de la CE 5 Avril 2023

Date de début 1 Août 2023

Date de fin 31 Juillet 2028

Financé au titre de

• European Research Council (ERC)

Coût total

€ 1 999 595,00

Contribution de l’UE

€ 1 999 595,00

Coordonné par

INSTITUTO DE TELECOMUNICACOES
Portugal

CORDIS fournit des liens vers les livrables publics et les publications des projets HORIZON.

Les liens vers les livrables et les publications des projets du 7e PC, ainsi que les liens vers certains types de résultats spécifiques tels que les jeux de données et les logiciels, sont récupérés dynamiquement sur OpenAIRE .

Publications

Conference proceedings (29)

The Devil Is in the Errors: Leveraging Large Language Models for Fine-grained Machine Translation Evaluation

Auteurs: Patrick Fernandes, Daniel Deutsch, Mara Finkelstein, Parker Riley, André Martins, Graham Neubig, Ankush Garg, Jonathan Clark, Markus Freitag, Orhan Firat
Publié dans: Proceedings of the Eighth Conference on Machine Translation, 2023
Éditeur: Association for Computational Linguistics
DOI: 10.18653/V1/2023.WMT-1.100

Modern Hopfield Networks with Continuous-Time Memories

Auteurs: Saul Santos, António Farinhas, Daniel C McNamee, André FT Martins
Publié dans: ICLR Workshop on New Frontiers in Associative Memories, 2025
Éditeur: OpenReview.net

$\infty$-Video: A Training-Free Approach to Long Video Understanding via Continuous-Time Memory Consolidation

Auteurs: Saul Santos, António Farinhas, Daniel C McNamee, André F. T. Martins
Publié dans: International Conference on Machine Learning (ICML'25), 2025
Éditeur: OpenReview.net

Findings of the Quality Estimation Shared Task at WMT 2024: Are LLMs Closing the Gap in QE?

Auteurs: Zerva, Chrysoula; Blain, Frédéric; de Souza, José Guilherme Camargo; Kanojia, Diptesh; Deoghare, Sourabh Dattatray; Guerreiro, Nuno Miguel; Attanasio, Giuseppe; Rei, Ricardo; Orasan, Constantin; Negri, Matteo; Turchi, Marco; Chatterjee, Rajen; Bhattacharyya, Pushpak; Freitag, Markus; Martins, André
Publié dans: Proceedings of the Ninth Conference on Machine Translation, 2024
Éditeur: Association for Computational Linguistics
DOI: 10.18653/V1/2024.WMT-1.3

Findings of the WMT 2023 Shared Task on Quality Estimation

Auteurs: Blain, Frederic; Zerva, Chrysoula; Ribeiro, Ricardo; Guerreiro, Nuno M.; Kanojia, Diptesh; C. de Souza, José G.; Silva, Beatriz; Vaz, Tânia; Jingxuan, Yan; Azadi, Fatemeh; Orasan, Constantin; Martins, André
Publié dans: Proceedings of the Eighth Conference on Machine Translation, 2023
Éditeur: Association for Computational Linguistics
DOI: 10.18653/V1/2023.WMT-1.52

Sparse and Structured Hopfield Networks

Auteurs: Saul José Rodrigues Dos Santos, Vlad Niculae, Daniel C Mcnamee, Andre Martins
Publié dans: Proceedings of the 41st International Conference on Machine Learning, PMLR 235:43368-43388, 2024, 2024
Éditeur: Proceedings of Machine Learning Research (PMLR)

Tower: An Open Multilingual Large Language Model for Translation-Related Tasks

Auteurs: Duarte M. Alves, José Pombal, Nuno M. Guerreiro, Pedro H. Martins, João Alves, Amin Farajian, Ben Peters, Ricardo Rei, Patrick Fernandes, Sweta Agrawal, Pierre Colombo, José G.C. de Souza, André F.T. Martins
Publié dans: Conference on Language Modeling (COLM'24, oral), 2024
Éditeur: OpenReview.net

Can Automatic Metrics Assess High-Quality Translations?

Auteurs: Sweta Agrawal, António Farinhas, Ricardo Rei, Andre Martins
Publié dans: Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024
Éditeur: Association for Computational Linguistics
DOI: 10.18653/V1/2024.EMNLP-MAIN.802

Non-Exchangeable Conformal Risk Control

Auteurs: António Farinhas, Chryssa Zerva, Dennis Ulmer, André F. T. Martins
Publié dans: International Conference on Learning Representations (ICLR), 2024
Éditeur: OpenReview.net

xTower: A Multilingual LLM for Explaining and Correcting Translation Errors

Auteurs: Marcos V Treviso, Nuno M Guerreiro, Sweta Agrawal, Ricardo Rei, José Pombal, Tania Vaz, Helena Wu, Beatriz Silva, Daan Van Stigt, Andre Martins
Publié dans: Findings of the Association for Computational Linguistics: EMNLP 2024, 2024
Éditeur: Association for Computational Linguistics
DOI: 10.18653/V1/2024.FINDINGS-EMNLP.892

QUEST: Quality-Aware Metropolis-Hastings Sampling for Machine Translation

Auteurs: Gonçalo R. A. Faria, Sweta Agrawal, António Farinhas, Ricardo Rei, José G. C. de Souza, André F. T. Martins
Publié dans: Advances in Neural Information Processing Systems 37 (NeurIPS 2024), 2024
Éditeur: OpenReview.net

Non-Exchangeable Conformal Language Generation with Nearest Neighbors

Auteurs: Dennis Ulmer, Chrysoula Zerva, Andre Martins
Publié dans: Findings of the Association for Computational Linguistics: EACL 2024, 2024
Éditeur: Association for Computational Linguistics

How Effective Are State Space Models for Machine Translation?

Auteurs: Hugo Pitorro, Pavlo Vasylenko, Marcos Treviso, André Martins
Publié dans: Proceedings of the Ninth Conference on Machine Translation, 2024
Éditeur: Association for Computational Linguistics
DOI: 10.18653/V1/2024.WMT-1.111

Modeling User Preferences with Automatic Metrics: Creating a High-Quality Preference Dataset for Machine Translation

Auteurs: Sweta Agrawal, José G. C. De Souza, Ricardo Rei, António Farinhas, Gonçalo Faria, Patrick Fernandes, Nuno M Guerreiro, Andre Martins
Publié dans: Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024
Éditeur: Association for Computational Linguistics
DOI: 10.18653/V1/2024.EMNLP-MAIN.803

AdaSplash: Adaptive Sparse Flash Attention

Auteurs: Nuno Gonçalves, Marcos Treviso, André F. T. Martins
Publié dans: International Conference on Machine Learning (ICML'25, oral), 2025
Éditeur: OpenReview.net

Different Speech Translation Models Encode and Translate Speaker Gender Differently

Auteurs: Dennis Fucci, Marco Gaido, Matteo Negri, Luisa Bentivogli, Andre Martins, Giuseppe Attanasio
Publié dans: Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), 2025
Éditeur: Association for Computational Linguistics
DOI: 10.18653/V1/2025.ACL-SHORT.78

Analyzing Context Contributions in LLM-based Machine Translation

Auteurs: Emmanouil Zaranis, Nuno M Guerreiro, Andre Martins
Publié dans: Findings of the Association for Computational Linguistics: EMNLP 2024, 2024
Éditeur: Association for Computational Linguistics
DOI: 10.18653/V1/2024.FINDINGS-EMNLP.876

Sparse Activations as Conformal Predictors

Auteurs: Margarida M Campos, João Cálem, Sophia Sklaviadis, Mario A. T. Figueiredo, Andre Martins
Publié dans: Volume 258: International Conference on Artificial Intelligence and Statistics, 3-5 May 2025 (AISTATS), 2025
Éditeur: Proceedings of Machine Learning Research (PLMR)

Did Translation Models Get More Robust Without Anyone Even Noticing?

Auteurs: Ben Peters, Andre Martins
Publié dans: Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2025
Éditeur: Association for Computational Linguistics
DOI: 10.18653/V1/2025.ACL-LONG.122

Scaling up CometKiwi: Unbabel-IST 2023 Submission for the Quality Estimation Shared Task

Auteurs: Ricardo Rei, Nuno M. Guerreiro, José Pombal, Daan van Stigt, Marcos Treviso, Luisa Coheur, José G. C. de Souza, André Martins
Publié dans: Proceedings of the Eighth Conference on Machine Translation, 2023
Éditeur: Association for Computational Linguistics
DOI: 10.18653/V1/2023.WMT-1.73

Watching the Watchers: Exposing Gender Disparities in Machine Translation Quality Estimation

Auteurs: Emmanouil Zaranis, Giuseppe Attanasio, Sweta Agrawal, Andre Martins
Publié dans: Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2025
Éditeur: Association for Computational Linguistics
DOI: 10.18653/V1/2025.ACL-LONG.1228

Steering Large Language Models for Machine Translation with Finetuning and In-Context Learning

Auteurs: Duarte Alves, Nuno Guerreiro, João Alves, José Pombal, Ricardo Rei, José de Souza, Pierre Colombo, Andre Martins
Publié dans: Findings of the Association for Computational Linguistics: EMNLP 2023, 2023
Éditeur: Association for Computational Linguistics
DOI: 10.18653/V1/2023.FINDINGS-EMNLP.744

Reranking Laws for Language Generation: A Communication-Theoretic Perspective (spotlight paper)

Auteurs: António Farinhas, Haau-Sing Li, André F. T. Martins
Publié dans: Advances in Neural Information Processing Systems 37 (NeurIPS 2024), 2024
Éditeur: OpenReview.net

LLMs instead of Human Judges? A Large Scale Empirical Study across 20 NLP Evaluation Tasks

Auteurs: Anna Bavaresco, Raffaella Bernardi, Leonardo Bertolazzi, Desmond Elliott, Raquel Fernández, Albert Gatt, Esam Ghaleb, Mario Giulianelli, Michael Hanna, Alexander Koller, Andre Martins, Philipp Mondorf, Vera Neplenbroek, Sandro Pezzelle, Barbara Plank, David Schlangen, Alessandro Suglia, Aditya K Surikuchi, Ece Takmaz, Alberto Testoni
Publié dans: Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), 2025
Éditeur: Association for Computational Linguistics
DOI: 10.18653/V1/2025.ACL-SHORT.20

XAMPLER: Learning to Retrieve Cross-Lingual In-Context Examples

Auteurs: Peiqin Lin, Andre Martins, Hinrich Schuetze
Publié dans: Findings of the Association for Computational Linguistics: NAACL 2025, 2025
Éditeur: Association for Computational Linguistics
DOI: 10.18653/V1/2025.FINDINGS-NAACL.221

An Empirical Study of Translation Hypothesis Ensembling with Large Language Models

Auteurs: António Farinhas, José de Souza, Andre Martins
Publié dans: Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 2023
Éditeur: Association for Computational Linguistics
DOI: 10.18653/V1/2023.EMNLP-MAIN.733

Aligning Neural Machine Translation Models: Human Feedback in Training and Inference

Auteurs: Miguel Ramos, Patrick Fernandes, António Farinhas, Andre Martins
Publié dans: Proceedings of the 25th Annual Conference of the European Association for Machine Translation (Volume 1), 2024
Éditeur: European Association for Machine Translation

Sparse Modern Hopfield Networks

Auteurs: André F. T. Martins, Vlad Niculae, Daniel C. McNamee
Publié dans: NeurIPS Workshop on Associative Memories \& Hopfield Networks, 2023
Éditeur: OpenReview.net

mPLM-Sim: Unveiling Better Cross-Lingual Similarity and Transfer in Multilingual Pretrained Language Models

Auteurs: Peiqin Lin, Chengzhi Hu, Zheyu Zhang, André F. T. Martins, Hinrich Schütze
Publié dans: Findings of the Association for Computational Linguistics: EACL 2024, 2024
Éditeur: Association for Computational Linguistics

Peer reviewed articles (6)

CroissantLLM: A Truly Bilingual French-English Language Model

Auteurs: Faysse, Manuel; Fernandes, Patrick; Guerreiro, Nuno; Loison, Antonio; Alves, Duarte; Corro, Caio; Boizard, Nicolas; Alves, Jaoe; Rei, Ricardo; Martins, Pedro Raphaël; Casademunt, Antoni; Yvon, François; Martins, André; Viaud, Gautier; Hudelot, Céline; Colombo, Pierre
Publié dans: Transactions on Machine Learning Research, 2024, ISSN 2835-8856
Éditeur: OpenReview.net
DOI: 10.48550/ARXIV.2402.00786

<b>x<scp>comet</scp> </b>: Transparent Machine Translation Evaluation through Fine-grained Error Detection

Auteurs: Nuno M. Guerreiro, Ricardo Rei, Daan van Stigt, Luisa Coheur, Pierre Colombo, André F. T. Martins
Publié dans: Transactions of the Association for Computational Linguistics, Numéro 12, 2024, ISSN 2307-387X
Éditeur: MIT Press
DOI: 10.1162/TACL_A_00683

Conformalizing Machine Translation Evaluation

Auteurs: Chrysoula Zerva, André F. T. Martins
Publié dans: Transactions of the Association for Computational Linguistics, Numéro 12, 2024, ISSN 2307-387X
Éditeur: MIT Press
DOI: 10.1162/TACL_A_00711

Assessing the Role of Context in Chat Translation Evaluation: Is Context Helpful and Under What Conditions?

Auteurs: Agrawal, Sweta; Farajian, Amin; Fernandes, Patrick; Rei, Ricardo; Martins, André F. T.
Publié dans: Transactions of the Association for Computational Linguistics, 2024, ISSN 2307-387X
Éditeur: MIT Press
DOI: 10.1162/TACL_A_00700

Conformal Prediction for Natural Language Processing: A Survey

Auteurs: Margarida Campos, António Farinhas, Chrysoula Zerva, Mário A. T. Figueiredo, André F. T. Martins
Publié dans: Transactions of the Association for Computational Linguistics, Numéro 12, 2024, ISSN 2307-387X
Éditeur: MIT Press
DOI: 10.1162/TACL_A_00715

Bridging the Gap: A Survey on Integrating (Human) Feedback for Natural Language Generation

Auteurs: Patrick Fernandes, Aman Madaan, Emmy Liu, António Farinhas, Pedro Henrique Martins, Amanda Bertsch, José G. C. de Souza, Shuyan Zhou, Tongshuang Wu, Graham Neubig, André F. T. Martins
Publié dans: Transactions of the Association for Computational Linguistics, Numéro 11, 2023, ISSN 2307-387X
Éditeur: MIT Press
DOI: 10.1162/TACL_A_00626

Monographic books (1)

Discrete Latent Structure in Neural Networks

Auteurs: Vlad Niculae, Caio Corro, Nikita Nangia, Tsvetomila Mihaylova, André F. T. Martins
Publié dans: Foundations and Trends® in Signal Processing, Numéro 19, 2025, ISSN 1932-8346
Éditeur: Now Publishers
DOI: 10.1561/2000000134